{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/keras/engine/saving.py:269: UserWarning:\n",
      "\n",
      "No training configuration found in save file: the model was *not* compiled. Compile it manually.\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10000, 28, 28, 1) (10000, 10) [<tf.Tensor 'input_1_17:0' shape=(?, 28, 28, 1) dtype=float32>]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import os\n",
    "os.environ[\"WANDB_MODE\"] = \"dryrun\"\n",
    "import conditional_vae\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from keras.models import load_model\n",
    "\n",
    "def plot_results(batch_size=128,\n",
    "                 model_name=\"vae_mnist\"):\n",
    "    \"\"\"Plots labels and MNIST digits as function of 2-dim latent vector\n",
    "    # Arguments\n",
    "        batch_size (int): prediction batch size\n",
    "        model_name (string): which model is using this function\n",
    "    \"\"\"\n",
    "\n",
    "    encoder = load_model(\"encoder.h5\")\n",
    "    decoder = load_model(\"decoder.h5\")\n",
    "    x_test = conditional_vae.X_test\n",
    "    y_test = conditional_vae.y_test\n",
    "    print(x_test.shape, y_test.shape, encoder.inputs)\n",
    "    filename = os.path.join(\"digits_over_latent.png\")\n",
    "    # display a 15x15 2D manifold of digits\n",
    "    n = 15\n",
    "    digit_size = 28\n",
    "    figure = np.zeros((digit_size * n, digit_size * n))\n",
    "    # linearly spaced coordinates corresponding to the 2D plot\n",
    "    # of digit classes in the latent space\n",
    "    grid_x = np.linspace(-4, 4, n)\n",
    "    grid_y = np.linspace(-4, 4, n)[::-1]\n",
    "\n",
    "    for i, yi in enumerate(grid_y):\n",
    "        for j, xi in enumerate(grid_x):\n",
    "            z_sample = np.array([[xi, yi]])\n",
    "            x_decoded = decoder.predict(z_sample)\n",
    "            digit = x_decoded[0].reshape(digit_size, digit_size)\n",
    "            figure[i * digit_size: (i + 1) * digit_size,\n",
    "                   j * digit_size: (j + 1) * digit_size] = digit\n",
    "\n",
    "    plt.figure(figsize=(10, 10))\n",
    "    start_range = digit_size // 2\n",
    "    end_range = n * digit_size + start_range + 1\n",
    "    pixel_range = np.arange(start_range, end_range, digit_size)\n",
    "    sample_range_x = np.round(grid_x, 1)\n",
    "    sample_range_y = np.round(grid_y, 1)\n",
    "    plt.xticks(pixel_range, sample_range_x)\n",
    "    plt.yticks(pixel_range, sample_range_y)\n",
    "    plt.xlabel(\"z[0]\")\n",
    "    plt.ylabel(\"z[1]\")\n",
    "    plt.imshow(figure, cmap='Greys_r')\n",
    "    plt.savefig(filename)\n",
    "    plt.show()\n",
    "plot_results()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
